{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook preprocesses surname lists from the 2010 Census and first name lists from\n",
    "\"Demographic aspects of first names\" (https://doi.org/10.7910/DVN/TYJKEZ) into lookup\n",
    "tables mapping from name to estimated or self-reported percent race/ethnicity. It also\n",
    "visualizes the count of names by percentage of those identifying as Hispanic.\n",
    "\n",
    "For surname analysis, we make the assumption that estimated ethnicity can in turn be used to estimate language preference, as the existing datasets on surnames are primarily used to provide or estimate race/ethnicity. Thus, we utilize the percentage of Hispanic or Latinx individuals with a given surname in constructing the score for someone being a primary Spanish speaker."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "library(tidyverse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace with the local filepath for the Census surnames list.\n",
    "census_surnames <- readRDS(\"../data/surnames.rds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "census_surnames %>%\n",
    "    mutate(\n",
    "        COUNT = as.numeric(COUNT),\n",
    "        PCTWHITE = as.numeric(PCTWHITE),\n",
    "        PCTBLACK = as.numeric(PCTBLACK),\n",
    "        PCTAIAN = as.numeric(PCTAIAN),\n",
    "        PCTAPI = as.numeric(PCTAPI),\n",
    "        PCTHISPANIC = as.numeric(PCTHISPANIC),\n",
    "        RANK = as.numeric(RANK)\n",
    "    ) -> census_surnames\n",
    "saveRDS(census_surnames, \"../data/surnames.rds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace with the local filepath for the first names list.\n",
    "census_firstnames <- readRDS(\"../data/first_names.rds\")\n",
    "census_firstnames %>%\n",
    "    rename(\n",
    "        NAME = firstname,\n",
    "        COUNT = obs,\n",
    "        PCTWHITE = pctwhite,\n",
    "        PCTBLACK = pctblack,\n",
    "        PCTAIAN = pctaian,\n",
    "        PCTAPI = pctapi,\n",
    "        PCTHISPANIC = pcthispanic\n",
    "    ) -> census_firstnames\n",
    "saveRDS(census_firstnames, \"../data/first_names.rds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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f55Um8ML0uqbZAMP3bFgjn8p563roR8IKmrDe1Wy+rN9YuTOpZpWx1HnfP6Q0Wd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Gy+cLGe48q7vetuTVbsmky3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\nCAX+B6zVEdvi1PcBAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Histogram of % Hispanic by first name”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xj/eh4v5vdfHevvJFfVzKDVeV+Tr58W07/m2KY9rf8LXpe8Mvl20v75qvP6T0n9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\nfcpNys/D9F5N/ZGj1y9STlIoCCCAAAIIIIAAAgg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+EBHgSlr43VVLeT8kLYpt7J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",
      "text/plain": [
       "Plot with title “Histogram of % Hispanic by last name”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(\n",
    "    census_firstnames$PCTHISPANIC, \n",
    "    xlab=\"% of people with name identifying as Hispanic\", \n",
    "    ylab=\"Count of names\",\n",
    "    main=\"Histogram of % Hispanic by first name\"\n",
    ")\n",
    "\n",
    "hist(\n",
    "    census_surnames$PCTHISPANIC, \n",
    "    xlab=\"% of people with name identifying as Hispanic\", \n",
    "    ylab=\"Count of names\",\n",
    "    main=\"Histogram of % Hispanic by last name\"\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
